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@flamingbear
Created March 2, 2016 16:47
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"# Examine possible ways to compute the Standard Climatology."
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"For the record: in IDL we select the closest file for each day of year. So that for February 29th, we select,\n",
"Feb 28th when there is no 29th (yes there's a bias there).\n",
"\n",
"Likewise for the 366th day of year, it's an average of the first of the next year and the 31st of December of leap years.\n",
"\n",
"This means that each climatology mean and standard deviation has about the same number of data points."
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"In pandas, you can select by month/day or day of year, but you don't automatically fill in extra 2/29s or 366th days with neighbors. So we either have to do this by hand, or we have to live with the fact that the standard deviation and mean have fewer datapoints to work with.\n",
"\n",
"I don't think this is the right thing to do. If you group by day of year, you luckily get a standard deviation and extent that doesn't stick out from the rest of the datapoints.\n",
"\n",
"**But: we can do an interpolation to fill missing 2/29s with the average of 2/28 & 3/1.**"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"pd.options.display.mpl_style = 'default'\n",
"%matplotlib inline\n",
"\n",
"mpl.rcParams['figure.facecolor'] = 'white'\n",
"mpl.rcParams['axes.facecolor'] = 'white'\n",
"mpl.rcParams['figure.figsize'] = (21, 6)\n",
"\n",
"# Using old timeseries library.\n",
"import sea_ice_timeseries.api as sit"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"double_weight_dir = '/Users/savoie/projects/seaice/sea_ice_tools/validation/double-weight-smmr/'\n",
"double_weight_csv_dir = '/Users/savoie/projects/seaice/sea_ice_tools/validation/double-weight-smmr/extent_ts_output/'\n",
"n_double_weight = sit.raw_daily('n', base_dir=double_weight_csv_dir)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"df = n_double_weight.copy()\n",
"df= df[['extent']]\n",
"df = df.interpolate()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>extent</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1978-10-25</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1978-10-26</th>\n",
" <td>10.2310</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1978-10-27</th>\n",
" <td>10.3255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1978-10-28</th>\n",
" <td>10.4200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1978-10-29</th>\n",
" <td>10.4885</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" extent\n",
"1978-10-25 NaN\n",
"1978-10-26 10.2310\n",
"1978-10-27 10.3255\n",
"1978-10-28 10.4200\n",
"1978-10-29 10.4885"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10a199e90>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
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nwNnsPXc0swmmiqZ38uBU8485XYklU0wzZwYTWn1OkiTm8xli6HGqjXEVCWQd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Nue8/dML+9K8ONHz8I//xqP2zR9XczxZ00772trvtTEH3fFxlzO84PGa/7wcPN33Ob54cs/9M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\nAAAI+v+6HYHOEAAAgAWRBQAAAMBCqUnTSdtu+xYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10adde2d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[['extent']].plot()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>1978</th>\n",
" <th>1979</th>\n",
" <th>1980</th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>1987</th>\n",
" <th>...</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>2014</th>\n",
" <th>2015</th>\n",
" <th>2016</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">1</th>\n",
" <th>1</th>\n",
" <td>NaN</td>\n",
" <td>14.791</td>\n",
" <td>14.200</td>\n",
" <td>14.256</td>\n",
" <td>14.3515</td>\n",
" <td>14.2530</td>\n",
" <td>14.005</td>\n",
" <td>13.917</td>\n",
" <td>14.036</td>\n",
" <td>14.197</td>\n",
" <td>...</td>\n",
" <td>13.110</td>\n",
" <td>13.206</td>\n",
" <td>13.189</td>\n",
" <td>13.205</td>\n",
" <td>12.896</td>\n",
" <td>13.353</td>\n",
" <td>12.959</td>\n",
" <td>13.011</td>\n",
" <td>13.073</td>\n",
" <td>12.732</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NaN</td>\n",
" <td>14.997</td>\n",
" <td>14.251</td>\n",
" <td>14.356</td>\n",
" <td>14.4790</td>\n",
" <td>14.2795</td>\n",
" <td>14.103</td>\n",
" <td>14.045</td>\n",
" <td>14.164</td>\n",
" <td>14.305</td>\n",
" <td>...</td>\n",
" <td>13.207</td>\n",
" <td>13.164</td>\n",
" <td>13.180</td>\n",
" <td>13.232</td>\n",
" <td>12.915</td>\n",
" <td>13.421</td>\n",
" <td>12.961</td>\n",
" <td>13.103</td>\n",
" <td>13.125</td>\n",
" <td>12.809</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2 rows × 39 columns</p>\n",
"</div>"
],
"text/plain": [
" 1978 1979 1980 1981 1982 1983 1984 1985 1986 \\\n",
"1 1 NaN 14.791 14.200 14.256 14.3515 14.2530 14.005 13.917 14.036 \n",
" 2 NaN 14.997 14.251 14.356 14.4790 14.2795 14.103 14.045 14.164 \n",
"\n",
" 1987 ... 2007 2008 2009 2010 2011 2012 2013 \\\n",
"1 1 14.197 ... 13.110 13.206 13.189 13.205 12.896 13.353 12.959 \n",
" 2 14.305 ... 13.207 13.164 13.180 13.232 12.915 13.421 12.961 \n",
"\n",
" 2014 2015 2016 \n",
"1 1 13.011 13.073 12.732 \n",
" 2 13.103 13.125 12.809 \n",
"\n",
"[2 rows x 39 columns]"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# show a dataframe with month/day index and years as columns\n",
"df.set_index([df.index.month, df.index.year, df.index.day]).unstack(1)['extent'].head(2)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10b6ad450>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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6TazrNLngAr6rNlH10XtQXqJ4L4QQQgghhBDi9fGaZ2a9UQcXr16hoHO2a5Rn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jBw1T2LGoYR3tJLT3A6ir5vCFXrmRG7BD+jlIhTu7H399MSMxhNbAJbyj7i5tS1SLvdaG5u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\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NRW0UvbqSI5NnknjzPO4ck3jZrx/qjZ08/9VdaHwCeHj+6wiCwNIP5zIg7Uo+LhfxzOSJ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3HCutfQxB+9PlHE48W2dgvO7buIeH2IgSBhhxOQETN3GrHzpqNJTzn8GoJhPmwYYHuH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\niIiIyIDx/wE9nmS4aF5hLwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x108e14b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# you can see the leap year data 2/29 show up clearly.\n",
"df.set_index([df.index.month, df.index.year, df.index.day]).unstack(1)['extent'].plot(legend=False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"### We're interested in looking at climatology year computations of standard deviation and mean."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"clim = df[(df.index.year >= 1981) & (df.index.year <= 2010)]"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"## Plot Counts when group by month/day"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x109a143d0>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Xvz4iIqqqilmzZg17zete97qIiHj6058e69atG/bcWFvy7ChlFtnrxp5ZY5dZEaU2a1qz\nVwKpySApyR+pySApyd/0tb0lVFNmzJgRX/3qV2O33XYb9fm6rqPVasVvfvOb7Trn05/+9Lj55pvH\nfE2nCqvxGDOEHVQWEVU1+nNVXUfLmCEAAAAd9prXvCbOOeecoeNqiw+qmzZtihNPPDG+/OUvR1EU\ncdVVV2319bNmzYqHH344In5fUO23336xcePGuOaaa4Zetz3l1axZs+KRRx4Zupamii9lFtnr9Kx6\nWY4/ZqjLmt7slUBqMkhK8kdqMkhK8ke3ffSjH40NGzbEIYccEi960Yvi5JNPHnrurLPOimOPPTb+\n6I/+KC6++OL48Ic/HCtXrhz29W9729vi1a9+dbzkJS+Jz3zmMxER0Wq14t///d/j05/+dLzwhS+M\nww47LC666KJhX1ds8aG3GPEBeP78+XHEEUfEQQcdFC996Uvjhz/8YSP/rsYMYQeVRRF19DfMI79x\nqyqszAIAAKDjdt1117j00ktHfW7Ljdmf/OQnx3//939v9ZrTTjstTjvttK0e33fffeO6664b9bwj\nxw9HG2H8/Oc/P+51T4aVWWSvG7PqZRHRHmV1Vruu7Zk1zdkrgdRkkJTkj9RkkJTkDzpHmQUNKIsi\nRnZZg7PAqiwAAABojjKL7HVjVr1VFtGuhrdZ7bqOsth6ZpjpxV4JpCaDpCR/pCaDpCR/0DnKLGhA\nUcRWm8BXVf+KLQAAAKA5yiyy141Z9VZRxIiFWVHVtTILeyWQnAySkvyRmgySkvzlqR7jTvZM3mR+\nT5VZ0ICyKLZemVXXUfoOAwAAyMbOO+8cq1evVmo1oK7rWL16dey8887b/bUzOnA9MKX09fV1/G9F\nyiKiqkaWWf0rtpjeupE/GI8MkpL8kZoMkpL85WnhwoWxbt26eOCBB6b8/sjr1q2L3XffPfVljKmu\n65g7d+6krlGZBQ0oy9HHDKf6DzcAAAC2z+677z6lS6JBfX198dznPjf1ZXSEISiy142/DRl1zLCq\no6XLmvb8bRypySApyR+pySApyR+p5ZxBZRY0oCwi2iPKrHbdv2ILAAAAaI4yi+z19fV1/D3KooiR\n+//VdR1FKLOmu27kD8Yjg6Qkf6Qmg6Qkf6SWcwaVWdCAVllEuxq5MquOlu8wAAAAaJSP2mSvG3PC\nRcSoe2aVNoCf9nKeU6c3yCApyR+pySApyR+p5ZxBZRY0oDXq3QxDmQUAAAANU2aRvW7tmbXVyqy6\nDvu/k/OcOr1BBklJ/khNBklJ/kgt5wwqs6ABRTHWnlnaLAAAAGiSMovsdWNOuFXEKHcz7C+5mN5y\nnlOnN8ggKckfqckgKckfqeWcQWUWNKAstx4zbNsAHgAAABqnzCJ73dozqz3KnlktXda0l/OcOr1B\nBklJ/khNBklJ/kgt5wwqs6ABpTFDAAAA6AplFtnrzp5ZNoBndDnPqdMbZJCU5I/UZJCU5I/Ucs6g\nMgsaUBRb75lVVXXosgAAAKBZyiyy14054VYZW5dZddgAnqzn1OkNMkhK8kdqMkhK8kdqOWdQmQUN\nKIsiRkwZRlW7myEAAAA0TZlF9roxJ1yMuWdWx9+aKS7nOXV6gwySkvyRmgySkvyRWs4Z9FEbGtAq\nIuoRY4buZggAAADNU2aRvW7MCZdlEe0RY4btypghec+p0xtkkJTkj9RkkJTkj9RyzqAyCxpQjnY3\nw7qOli4LAAAAGqXMInvdmBMevcwyZkjec+r0BhkkJfkjNRkkJfkjtZwzqMyCBrSKiKoa/lhV19Eq\nlVkAAADQJGUW2evGnHAx2sose2YRec+p0xtkkJTkj9RkkJTkj9RyzqAyCxrQKkcfM7QwCwAAAJql\nzCJ73dkzK0bdAN7KLHKeU6c3yCApyR+pySApyR+p5ZxBZRY0oCiKaI/YM6ttzywAAABonDKL7HVj\nTrhVFFGPWJlV13VYmEXOc+r0BhkkJfkjNRkkJfkjtZwzqMyCBpRl/0qsLbWrMGYIAAAADVNmkb3u\n7JlVRDW8y4qqrqOlzJr2cp5TpzfIICnJH6nJICnJH6nlnEFlFjSgv8zaegN4XRYAAAA0S5lF9rq1\nZ1ZVjSyzwgbwZD2nTm+QQVKSP1KTQVKSP1LLOYPKLGhAUcTWY4ZVbc8sAAAAaJgyi+x1Y064VY4+\nZmhhFjnPqdMbZJCU5I/UZJCU5I/Ucs6gMgsaMPqeWe5mCAAAAE1TZpG9bswJF0VEuxr+WLuu7ZlF\n1nPq9AYZJCX5IzUZJCX5I7WcMzhjWy+47LLLYs2aNVFVVZx66qkxb968uPjii2P16tUxc+bMOOKI\nI7JeugYT0SqKqEeszKrdzRAAAAAat80y65RTTomIiLvvvjuuvfbaeOtb3xpFUcQZZ5wRe+yxR8cv\nEHZUN8rWsiyiPaLMalfGDMl7Tp3eIIOkJH+kJoOkJH+klnMGJzxmOGvWrNhpp52GjkeuQoHprCxi\n1A3gW8osAAAAaNSEy6ybb745jjzyyIjoL7Y+8YlPxIc+9KFYu3Ztxy4OmtCNOeH+DeCHP1YZMyTy\nnlOnN8ggKckfqckgKckfqeWcwW2OGUZE3HrrrbFw4cLYc889IyLipJNOioiIlStXxlVXXRVnnnnm\nuF/f19c3tLxt8DfTseNuHd9xxx0df7/WTntFVdXDnq/qOn6+6sHo6/v5lPr9cJxf/hw7Hu940FS5\nHsfT63jQVLkex44dO3bseDod33HHHVPqerb3eDxFvY15wQceeCC+/e1vx5ve9KatnnvooYfii1/8\nYrzjHe8Y8+tvvPHGWLZs2TYvBHrZ5f/fT2NTu4q3vWifocc+/Z2fRruu4/89bO+EVwYAAAC9Z7w+\naZsrsz72sY/F3Llz47zzzovFixfHiSeeGBdeeGGsW7cudt555zj55JMbv2DoNa2yiI2bhz9W1XWU\nxgwBAACgUdsssy666KKtHjvjjDM6cjHQCX19fRNaprgj+vfM2noD+J3KsqPvy9TXjfzBeGSQlOSP\n1GSQlOSP1HLOoE/a0ICyiGiP2AG+Xfev2AIAAACao8wie91oosuiiJG7z9XuZkh0J38wHhkkJfkj\nNRkkJfkjtZwzqMyCBpRlEe0RbVa7qqOlzQIAAIBGKbPI3uDtPTupLGKUPbP6V2wxvXUjfzAeGSQl\n+SM1GSQl+SO1nDOozIIG9G8AP/yxqq6jUGYBAABAo5RZZK8bc8Ktooiq2vpuhi3fYdNeznPq9AYZ\nJCX5IzUZJCX5I7WcM+ijNjSgGG3MsDJmCAAAAE1TZpG9bswJt8rRxwyVWeQ8p05vkEFSkj9Sk0FS\nkj9SyzmDyixoQP+eWVuPGZa6LAAAAGiUMovsdWNOuCwi2iOWZrXrOlrarGkv5zl1eoMMkpL8kZoM\nkpL8kVrOGVRmQQPKoogRU4ZR1+FuhgAAANAwZRbZ68accFkWW6/Mqupo6bKmvZzn1OkNMkhK8kdq\nMkhK8kdqOWdQmQUNGHvPLG0WAAAANEmZRfa6tWfW1nczDGUWWc+p0xtkkJTkj9RkkJTkj9RyzqAy\nCxrQGmtllg3gAQAAoFHKLLLXjTnhoiiiGrE0q6rq0GWR85w6vUEGSUn+SE0GSUn+SC3nDCqzoAGt\ncpQxwzBmCAAAAE1TZpG97uyZNcqYYWUDePKeU6c3yCApyR+pySApyR+p5ZxBZRY0oCyKaI9YmtWu\n62j5DgMAAIBG+ahN9roxJ1wWEXUML7Pqun8vLaa3nOfU6Q0ySEryR2oySEryR2o5Z1CZBQ0oyyLa\n1fDH2lUdLWUWAAAANEqZRfaS7ZlVu5shec+p0xtkkJTkj9RkkJTkj9RyzqAyCxowepnlboYAAADQ\nNGUW2evGnHCr6C+vtlTVdZSWZk17Oc+p0xtkkJTkj9RkkJTkj9RyzqAyCxpQFEVUI9qsqqqtzAIA\nAICGKbPIXjfmhFvlKGOGEfbMIus5dXqDDJKS/JGaDJKS/JFazhlUZkEDytHGDK3MAgAAgMYps8he\nN+aEy6KI9oiVWe26jpalWdNeznPq9AYZJCX5IzUZJCX5I7WcM6jMggaURRH1iDKrriNUWQAAANAs\nZRbZ68accFlGtKvhj1mZRUTec+r0BhkkJfkjNRkkJfkjtZwzqMyCBpTFKBvA2zMLAAAAGqfMInvd\n2jNrqzKrdjdD8p5TpzfIICnJH6nJICnJH6nlnEFlFjSgVcQoZVYdpTYLAAAAGqXMInvdmBMuiiKq\nEXtmVbUxQ/KeU6c3yCApyR+pySApyR+p5ZxBZRY0oFWONmZYGzMEAACAhimzyF6yPbOqsDKLrOfU\n6Q0ySEryR2oySEryR2o5Z1CZBQ0oi4j28C4r2nUdLUuzAAAAoFHKLLLXjTnhsiiiHrEyq67rUGWR\n85w6vUEGSUn+SE0GSUn+SC3nDCqzoAGtsoh2NbzMatdhZRYAAAA0TJlF9roxJ1wUESO6rKgqdzMk\n7zl1eoMMkpL8kZoMkpL8kVrOGVRmQQNao20Ab88sAAAAaJwyi+x1a8+srcus/hVbTG85z6nTG2SQ\nlOSP1GSQlOSP1HLOoDILGlAWEVU1/LGqrqOlzQIAAIBGKbPIXjfmhMty9DFDe2aR85w6vUEGSUn+\nSE0GSUn+SC3nDCqzoAFlUUQdEfUWhVZV9a/YAgAAAJqjzCJ73ZoTLouI9hZlVruuo9RmTXs5z6nT\nG2SQlOSP1GSQlOSP1HLOoDILGlIWRQx2WYMrtIwZAgAAQLOUWWSvW3PCrbKIdtVfYrXr2oghEZH3\nnDq9QQZJSf5ITQZJSf5ILecMKrOgIUURQ5vA9++Xpc0CAACApimzyF635oRbRREDC7OiqutoWZpF\n5D2nTm+QQVKSP1KTQVKSP1LLOYPKLGhIWRS/X5lV12FhFgAAADRPmUX2ujUnXBYRVTVYZvWv1IKc\n59TpDTJISvJHajJISvJHajlnUJkFDSnL4WOG9swCAACA5imzyF635oSHjRlW7mZIv5zn1OkNMkhK\n8kdqMkhK8kdqOWdQmQUNKYuI9kCZ1a77V2oBAAAAzVJmkb3u7ZlVxECXFbUxQwbkPKdOb5BBUpI/\nUpNBUpI/Uss5g8osaEirLKJdDa7MMmYIAAAAnaDMInvdmhMuIkbsmaXNIu85dXqDDJKS/JGaDJKS\n/JFazhlUZkFDWsPuZth/DAAAADRrm2XWZZddFuedd16ce+658fDDD0dExF133RXnnHNOnHPOOXH3\n3Xd3/CJhR3Rzz6yhlVl1HaosIvKeU6c3yCApyR+pySApyR+p5ZzBGdt6wSmnnBIREXfffXdce+21\nsXz58rj66qvj7LPPjoiI97///XHggQdGYaSKaa4ohu+ZZWUWAAAANG/CY4azZs2KGTNmxJo1a2LB\nggUxc+bMmDlzZsybNy/Wrl3byWuEHdKtOeFWEVvczTDsmUVE5D2nTm+QQVKSP1KTQVKSP1LLOYPb\nXJk16Oabb45XvOIV8dhjj8Xs2bPjiiuuiIiI2bNnx/r162PBggWdukboCWX5+zHDdlVbrQgAAAAd\nMKEy69Zbb42FCxfGnnvuGatXr44NGzbE8uXLo67ruPzyy2POnDnjfn1fX99QIzg4s+nYcbeO77jj\njnj729/e8fcriyJ+cOutsWaXIhYe8MfRKqbGv7/j6ZE/x47HOh58bKpcj+PpdTz42FS5HsfT73hk\nFlNfj+PpdSx/jlMfr1ixIp7znOdMmevZ3uPxFHU9OBg1ugceeCC+/e1vx5ve9KaIiKiqKs4999w4\n++yzo67ruOCCC+L8888f8+tvvPHGWLZs2TYvBDqlr69vQt8MO+rNV/0w3vWS/eLABXPi/ofXx/v+\n89743JsP6fj7MrV1K38wFhkkJfkjNRkkJfkjtV7P4Hh90jZXZn3sYx+LuXPnxnnnnReLFy+OE088\nMY499tihAuu4445r9mqhYd365m2N2ADenllEdC9/MBYZJCX5IzUZJCX5I7WcM7jNMuuiiy7a6rEl\nS5bEkiVLOnJB0KuK4vd7ZlVVHW5mCAAAAM0rU18AdNqWs+qd1Crj92VW3b9SC7qVPxiLDJKS/JGa\nDJKS/JFazhlUZkFDyqKIgSnDqGp3MwQAAIBOUGaRvW7NCRcj9sxq+e4i8p5TpzfIICnJH6nJICnJ\nH6nlnEGgxnIMAAAdZ0lEQVQft6EhrSJi8OagdR02gAcAAIAOUGaRvW7NCZdlEe2BMcN2ZcyQfjnP\nqdMbZJCU5I/UZJCU5I/Ucs6gMgsaUm55N8O6jpYuCwAAABqnzCJ73ZoTHl5m9a/Ugpzn1OkNMkhK\n8kdqMkhK8kdqOWdQmQUNaRURVdX/66qu7ZkFAAAAHaDMInvdmhMutlyZVSmz6JfznDq9QQZJSf5I\nTQZJSf5ILecMKrOgIa1y+JihPbMAAACgecosste9PbNi2Abw7mZIRN5z6vQGGSQl+SM1GSQl+SO1\nnDOozIKGFEUR7YE9s9p1HS0bwAMAAEDjlFlkr1tzwq2iiHpgZVZd16HLIiLvOXV6gwySkvyRmgyS\nkvyRWs4ZVGZBQ8qyf0VWRES7CmOGAAAA0AHKLLLXvT2ziqj6u6yo6jpayiwi7zl1eoMMkpL8kZoM\nkpL8kVrOGVRmQUP6y6zfbwBf+u4CAACAxvm4Tfa6uWdWVQ2WWf3lFuQ8p05vkEFSkj9Sk0FSkj9S\nyzmDyixoSFHE78cMq1qZBQAAAB2gzCJ73ZoTbpXDxwztmUVE3nPq9AYZJCX5IzUZJCX5I7WcM6jM\ngoYM3zOrf6UWAAAA0CxlFtnr1pxwUUS0q/5ft+s6WqU2i7zn1OkNMkhK8kdqMkhK8kdqOWdQmQUN\naW25MsueWQAAANARyiyy16054bI0ZsjWcp5TpzfIICnJH6nJICnJH6nlnEFlFjSkLMIG8AAAANBh\nyiyy16054bIoohrYM6uq6yjtmUXkPadOb5BBUpI/UpNBUpI/Uss5g8osaMiwPbPqOnRZAAAA0Dxl\nFtnr1pxwseWYYRU2gCci8p5TpzfIICnJH6nJICnJH6nlnEFlFjSkVRbR7u+yom3PLAAAAOgIZRbZ\n6+aeWfXAyqy6rt3NkIjIe06d3iCDpCR/pCaDpCR/pJZzBpVZ0JCyiGhX/WVWu+5fqQUAAAA0S5lF\n9ro1J1wWRQx0WVFVtT2ziIi859TpDTJISvJHajJISvJHajlnUJkFDSlLdzMEAACATlNmkb3u7Zm1\nxd0Ma3czpF/Oc+r0BhkkJfkjNRkkJfkjtZwzqMyChpRFEVXV/+uqrqO0NAsAAAAap8wie92aE24V\nxgzZWs5z6vQGGSQl+SM1GSQl+SO1nDOozIKGFFuOGVbGDAEAAKATlFlkr1tzwq2yiPZAmdWu62gp\ns4i859TpDTJISvJHajJISvJHajlnUJkFDSmLIga6rKjrOnRZAAAA0DxlFtnr1pxwWUS0qy1WZtk0\ni8h7Tp3eIIOkJH+kJoOkJH+klnMGlVnQkHLLDeDtmQUAAAAdocwie92aEy7LIgYWZrmbIUNynlOn\nN8ggKckfqckgKckfqeWcQWUWNGTYyqy6tjILAAAAOkCZRfa6uWdWVQ2WWf0rtSDnOXV6gwySkvyR\nmgySkvyRWs4ZVGZBQ1pFEdXAr63MAgAAgM5QZpG9bs0JF0Xx+5VZlT2z6JfznDq9QQZJSf5ITQZJ\nSf5ILecMKrOgIa0yoj2wZ1a77l+pBQAAADRLmUX2urdnVhEDXVbUdR2FMovIe06d3iCDpCR/pCaD\npCR/pJZzBpVZ0JCyKKJdDa7MqqPluwsAAAAa5+M22evWnHBZ9G/8HjG4Z5aVWeQ9p05vkEFSkj9S\nk0FSkj9SyzmDyixoSFkWMbAwK6o6lFkAAADQAcosstfNPbOGVmbV7mZIv5zn1OkNMkhK8kdqMkhK\n8kdqOWdQmQUNKYsiqmqLMkubBQAAAI1TZpG9bs0Jt4qIauDXxgwZlPOcOr1BBklJ/khNBklJ/kgt\n5wwqs6AhxZYrs2wADwAAAB2hzCJ73ZoTbpVFtAf2zGrXdbR0WUTec+r0BhkkJfkjNRkkJfkjtZwz\nqMyChpRFxECXFXXdv1ILAAAAaJYyi+x1a064LEaszLIBPJH3nDq9QQZJSf5ITQZJSf5ILecMKrOg\nIeVWe2YlviAAAADIkDKL7HVrTrgs++9iGNF/V0MbwBOR95w6vUEGSUn+SE0GSUn+SC3nDM6YyIvu\nvffeuPLKK+OAAw6IE044ISIiLr744li9enXMnDkzjjjiiKx/k2AiyqKIqnY3QwAAAOikCa3M2rRp\nUxxzzDHDHiuKIs4444w499xzFVlMad3cM2uozKrrKK17JPKeU6c3yCApyR+pySApyR+p5ZzBCX3c\nfvaznx277rrrVo/Xg7duA6JVxBZlljFDAAAA6IQJjRmOZtasWfGJT3widtlll3jLW94S8+fPb/K6\noDHdWjlYFEVUVf+vq9qYIf2sXCU1GSQl+SM1GSQl+SO1nDM46UGok046Kc4///w4/vjj46qrrhr3\ntVsubevr63PsOMvjVlnEExs3Rl9fX7SrOlrF1Lo+x44dO3bs2LFjx44dO3bsuFeOx1PUE5wVvOee\ne+L2228f2gB+0EMPPRRf/OIX4x3veMeoX3fjjTfGsmXLJnQx0Al9fX1daaQfefx38forvh//9Zcv\nilde8p34zBv+OObPmdXx92Vq61b+YCwySEryR2oySEryR2q9nsHx+qQJjRl+5StfiTvuuCPWrVsX\nTzzxRJxyyilx4YUXxrp162LnnXeOk08+udELhl5UFhHtgWq4XdfRKo0ZAgAAQNMmvDJrsqzMYrp4\n9IlNccynvxs3nXZ4vPTib8Xn3/L8mLvLzNSXBQAAAD1nvD5p0ntmAcO1ymLE3QwTXxAAAABkSJlF\n9ia6gdyOKor+EisioqrczZB+3cofjEUGSUn+SE0GSUn+SC3nDCqzoCGtYsuVWfbMAgAAgE5QZpG9\nbt29oSyGjxlamEVE9/IHY5FBUpI/UpNBUpI/Uss5g8osaEhZRFRV/6+ruo6WNgsAAAAap8wie92a\nEy7LItoDK7Pa9sxiQM5z6vQGGSQl+SM1GSQl+SO1nDOozIKGDJZXdV1H7W6GAAAA0BHKLLLXzTnh\nsoho13W06zpKbRaR95w6vUEGSUn+SE0GSUn+SC3nDCqzoEFlUUS7qod+DQAAADRLmUX2ujkn3CqL\n2FzVRgwZkvOcOr1BBklJ/khNBklJ/kgt5wwqs6BBRRGxuW3zdwAAAOgUZRbZ6+accKsoYlO7ipal\nWQzIeU6d3iCDpCR/pCaDpCR/pJZzBpVZ0KCyGBwzVGYBAABAJyizyF4354TLIuyZxTA5z6nTG2SQ\nlOSP1GSQlOSP1HLOoDILGlSWRWxuV1ZmAQAAQIcos8heN+eEh8YMLc1iQM5z6vQGGSQl+SM1GSQl\n+SO1nDOozIIGGTMEAACAzlJmkb3u7pnVfzdDY4YMynlOnd4gg6Qkf6Qmg6Qkf6SWcwaVWdCgVtk/\nZthSZgEAAEBHKLPIXjfnhIuI2NyuQpfFoJzn1OkNMkhK8kdqMkhK8kdqOWdQmQUNapVFbKrqaNk0\nCwAAADpCmUX2ur1n1uZ2bc8shuQ8p05vkEFSkj9Sk0FSkj9SyzmDyixoUFEUsbmq3M0QAAAAOkSZ\nRfa6OSfcKsLKLIbJeU6d3iCDpCR/pCaDpCR/pJZzBpVZ0KCyHFiZZWkWAAAAdIQyi+x1fc+sqvaN\nxZCc59TpDTJISvJHajJISvJHajln0GduaFBZRGxq11ZmAQAAQIcos8hed/fM6h8zbNkziwE5z6nT\nG2SQlOSP1GSQlOSP1HLOoDILGlQURWxu16HLAgAAgM5QZpG9bs4Jt8qITVZmsYWc59TpDTJISvJH\najJISvJHajlnUJkFDSoHVmbZMwsAAAA6Q5lF9ro5J1wM3s1Ql8WAnOfU6Q0ySEryR2oySEryR2o5\nZ1CZBQ1qFRGb2lWUxgwBAACgI5RZZK+bc8JlObgyS5lFv5zn1OkNMkhK8kdqMkhK8kdqOWdQmQUN\nKosi2sYMAQAAoGOUWWSvm3PCZVH0jxlqsxiQ85w6vUEGSUn+SE0GSUn+SC3nDCqzoEGtImJzVUfL\nmCEAAAB0hDKL7HVzTrgoitjcrqNQZjEg5zl1eoMMkpL8kZoMkpL8kVrOGVRmQYNaZRGbqipauiwA\nAADoiKKu67qTb3DjjTfGsmXLOvkWMGWc9dW7Y1O7jqKI+IfX/FHqywEAAICeNF6fZGUWNKgoithc\n1VEaMwQAAICOUGaRvW7OCbcG72aoy2JAznPq9AYZJCX5IzUZJCX5I7WcM6jMggaVZViZBQAAAB2k\nzCJ7S5cu7dp7lUUR7apSZjGkm/mD0cggKckfqckgKckfqeWcQWUWNKgsitjUrqP0nQUAAAAd4SM3\n2ev2nlmbqzpaVmYxIOc5dXqDDJKS/JGaDJKS/JFazhlUZkGDiiJic7uKQpkFAAAAHaHMInvdnBNu\nlUVssjKLLeQ8p05vkEFSkj9Sk0FSkj9SyzmDyixoUFkUsbld2TMLAAAAOsRHbrLXzTnhoojYXNXu\nZsiQnOfU6Q0ySEryR2oySEryR2o5Z1CZBQ1qDd7NUJkFAAAAHaHMInvdnBMuyyLaVRWlLosBOc+p\n0xtkkJTkj9RkkJTkj9RyzqAyCxpUGjMEAACAjlJmkb1uzgmXg2OGlmYxIOc5dXqDDJKS/JGaDJKS\n/JFazhlUZkGDWkURm6sqWrosAAAA6AhlFtnr5pxwUURUdURhzJABOc+p0xtkkJTkj9RkkJTkj9Ry\nzqAyCxrUGhgvbCmzAAAAoCOUWWSv23tmRUSUvrMYkPOcOr1BBklJ/khNBklJ/kgt5wz6yA0NGtz3\n3d0MAQAAoDNmbOsF9957b1x55ZVxwAEHxAknnBAREXfddVd86UtfioiI1772tfGsZz2rs1cJO6Cb\nc8JDK7OUWQzIeU6d3iCDpCR/pCaDpCR/pJZzBrdZZm3atCmOOeaYuP/++yMioqqquPrqq+Pss8+O\niIj3v//9ceCBB9rwGiKiLJVZAAAA0EnbHDN89rOfHbvuuuvQ8dq1a2PBggUxc+bMmDlzZsybNy/W\nrl3b0YuEHdHdPbOG/y/kPKdOb5BBUpI/UpNBUpI/Uss5g9tcmTXSY489FrNnz44rrrgiIiJmz54d\n69evjwULFjR9bdBzfr8BvDYLAAAAOmG7N4DfddddY8OGDfH6178+Xve618Xjjz8ec+bMGfdrtmwD\n+/r6HDvu6vGWOv1+P/nxjyMiojVQak2Ff3/HaY+3NBWux/H0Ox7cK2GqXI/j6XUsf45THy9dunRK\nXY/j6XUsf45THw8+NlWuZzLXP5airut6Wy+655574vbbb48TTjghqqqKc889N84+++yo6zouuOCC\nOP/888f82htvvDGWLVs2oYuBXnfNnQ/FB75+f7zrJf9PHHfQ01JfDgAAAPSk8fqkba7M+spXvhJX\nX3113HbbbXHZZZdFWZZx7LHHxvnnnx8XXHBBHHfccY1fMDRpos1uE1oD44UtG8AzoJv5g9HIICnJ\nH6nJICnJH6nlnMFt7pl19NFHx9FHHz3ssSVLlsSSJUs6dlHQq+yZBQAAAJ213XtmQa8Z3K+jG9zN\nkJG6mT8YjQySkvyRmgySkvyRWs4ZVGZBg4ZWZhkzBAAAgI5QZpG9bs4JD44XKrMYlPOcOr1BBklJ\n/khNBklJ/kgt5wwqs6BBv1+ZlfhCAAAAIFPKLLKXZM8sbRYDcp5TpzfIICnJH6nJICnJH6nlnEFl\nFjSoNbAyq2XMEAAAADpCmUX2ujknXAyUWLosBuU8p05vkEFSkj9Sk0FSkj9SyzmDyixoUGvgO8rK\nLAAAAOgMZRbZ6+6eWQMbwNsziwE5z6nTG2SQlOSP1GSQlOSP1HLOoDILGuRuhgAAANBZyiyy1805\n4aG7GRozZEDOc+r0BhkkJfkjNRkkJfkjtZwzqMyCBg2OFyqzAAAAoDOUWWQvyZ5ZuiwG5DynTm+Q\nQVKSP1KTQVKSP1LLOYPKLGiQDeABAACgs5RZZK+bc8KtYvB/lVn0y3lOnd4gg6Qkf6Qmg6Qkf6SW\ncwaVWdCgYqDEKpRZAAAA0BHKLLLXzTnh1sB4YUuXxYCc59TpDTJISvJHajJISvJHajlnUJkFDRrc\nKsueWQAAANAZyiyy18054d/fzVCZRb+c59TpDTJISvJHajJISvJHajlnUJkFDfp9mZX4QgAAACBT\nyiyy18054XLgO8rKLAblPKdOb5BBUpI/UpNBUpI/Uss5g8osaJAxQwAAAOgsZRbZS7Jnlu8sBuQ8\np05vkEFSkj9Sk0FSkj9SyzmDPnJDg1rF4P9amQUAAACdoMwie92cEy4GSqxCmcWAnOfU6Q0ySEry\nR2oySEryR2o5Z1CZBQ1qDdzGsKXLAgAAgI5QZpG9NHtmabPol/OcOr1BBklJ/khNBklJ/kgt5wwq\ns6BBgx2WuxkCAABAZxR1XdedfIMbb7wxli1b1sm3gCnj0Sc2xUsu+lb856mHxdxdZqa+HAAAAOhJ\n4/VJVmZBg+yZBQAAAJ2lzCJ73ZwTHpwudDdDBuU8p05vkEFSkj9Sk0FSkj9SyzmDyixoUGugxGrZ\nAB4AAAA6wp5Z0KDfba7iTy7si1tOPzxmz5yR+nIAAACgJ9kzC7rE3QwBAACgs5RZZK+bc8LlQJul\nzGJQznPq9AYZJCX5IzUZJCX5I7WcM6jMggYNllil7ywAAADoCHtmQcO+fu/DceT+T3VHQwAAAJik\n8fokO1RDw176h/NSXwIAAABkyzAU2ct5TpipT/5ITQZJSf5ITQZJSf5ILecMKrMAAAAA6Bn2zAIA\nAABgShmvT7IyCwAAAICeocwieznPCTP1yR+pySApyR+pySApyR+p5ZxBZRYAAAAAPcOeWQAAAABM\nKfbMAgAAACALyiyyl/OcMFOf/JGaDJKS/JGaDJKS/JFazhlUZgEAAADQM+yZBQAAAMCUYs8sAAAA\nALKgzCJ7Oc8JM/XJH6nJICnJH6nJICnJH6nlnEFlFgAAAAA9w55ZAAAAAEwp9swCAAAAIAvKLLKX\n85wwU5/8kZoMkpL8kZoMkpL8kVrOGVRmAQAAANAz7JkFAAAAwJRizywAAAAAsjDpMuviiy+Os846\nK84777ys5zDpffJJSvJHajJISvJHajJISvJHajlncMZkv7AoijjjjDNijz32aPJ6AAAAAGBMOzRm\n2OHttqARS5cuTX0JTGPyR2oySEryR2oySEryR2o5Z3DSK7NmzZoVn/jEJ2KXXXaJt7zlLTF//vwm\nrwsAAAAAtjLplVknnXRSnH/++XH88cfHVVdd1eQ1QaNynhNm6pM/UpNBUpI/UpNBUpI/Uss5g0W9\ng7OCDz30UHzxi1+Md7zjHaM+f+ONN+7I6QEAAACYhpYtWzbq45Mus1asWBG//vWvY+edd46TTz45\nnvKUp+zQBQIAAADAtuzwyiwAAAAA6JYdupshAAAAAHSTMgsAAACAnqHMAgAAAKBnKLMAAAAA6Bkz\nJvrCRx55JFatWhXPec5zIiLi3nvvjSuvvDIOOOCAOOGEEyZ9AWOd54c//GHsv//+sdtuu0363PS+\nkbm77LLLYs2aNVFVVZx66qkxb968SZ13rPPcdddd8aUvfSkiIl772tfGs571rIiQx+lqZP4iIjZt\n2hSnn356vPrVr46XvexlkzrvWD/35I+RRmbw4osvjtWrV8fMmTPjiCOOiKVLl07qvF/4whfi/vvv\nj7Is45RTTvEzkFFtmb8NGzbERz7ykaHnHnjggfjnf/7nSZ13rJ+BN9xwQ/T19cWsWbNi+fLlsWDB\ngoiQP/qN/Hk4Vl62x3i5lrvpaaKfecf683J7jfaZRC6nt4lmsKnPxWOd/5FHHomLLroo2u127LPP\nPvHmN785IqZYBusJeOKJJ+oVK1bUGzduHHrszjvvrL///e/XV1555UROMaaxzvP444/XH//4x+t2\nu71D56d3jZa7Qf/93/9dX3bZZTv8Hluep91u13//939fb9y4sd64cWN9zjnn1FVV1XUtj9PRWPn7\n2te+Vn/kIx+p//M//3PS5x7t5578MdJoGbz44ovrX/7yl429x7333ltfeumldV3LIMON92fwypUr\n60suuWTS5x7tZ+Bvf/vb+u/+7u/quq7rRx99tP7oRz869Jz8MTKP4+VlskbmWu6mn4l+5h3vz8vJ\nGuuzjVxOL5PpXXb0c/FY57/wwgvr++67b6vXT6UMTmjM8LrrrosjjzwyZs6cOfTYs5/97Nh11113\nuEwb6zyzZ8+Ogw8+OG655ZYdfg9602i5GzRr1qyYMWPCCwvHtOV51q5dGwsWLIiZM2fGzJkzY968\nebF27dqIkMfpaLT8bdy4Me6666543vOeF3VdT/rco/3ckz9GGutn4I5kb6Qf//jHseeee0aEDDLc\neH8GX3/99fHyl7980uce7WdgXdexefPm2LRpU+yyyy6xbt262Lx5c0TIH1vncby8TNbIXMvd9DPR\nz7zj/Xk5WWN9tpHL6WUyvcuOfi4e7fxVVcXDDz8c++2331avn0oZnFCZdeedd8Yf/uEfdvpatvKs\nZz0rbr311q6/L1PDeLm7+eab46UvfekOv8eW53nsscdi9uzZccUVV8QVV1wRs2fPjvXr1w+9Vh6n\nl9Hyd/311096tHBb5I+RRsvgrFmz4hOf+ER86EMf2uH/cD733HPjpptuisMPPzwiZJDhxvozeP36\n9fHII4/EXnvt1ej7zZo1K4455pj4wAc+EB/96Efj8ccfjw0bNgw9L3/T28g8bisv22usXMvd9DLR\nz7zb+vNyMkb7bCOX089kepemPhdv6Te/+U387ne/iw9/+MNx3nnnxQ9+8INhz0+VDE6owtu8eXMU\nRdHpa9nKzjvvHI899ljX35epYazc3XrrrbFw4cKh1QSTNfI8u+66a2zYsCGWL18edV3H5ZdfHnPm\nzBl6vTxOLyPzt2HDhrjvvvvi6KOPjr6+vsbfT/4YabSfgSeddFJERKxcuTKuuuqqOPPMMyd9/vPO\nOy9+8pOfxEUXXRTvec97ZJBhxvoz+Bvf+EYsW7asI+956KGHxqGHHhoREe9+97vljyGj5XG8vGyv\nsXItd9PLRD/zbuvPy+011mcbuZx+trd3aepz8Ui77rprzJ49O975zndGVVVx9tlnx3Oe85yhFWNT\nJYMTWpn15Cc/edS/7Whq1GGs8/zqV7+a1GaO5GG03D3wwAPxP//zP/HKV75yh8492nnmz58fa9as\nGTpeu3ZtzJ8/f+hYHqeXkfm77777YtOmTbFixYqhTWd//vOfT/r8I3/uyR8jjfVnb0TETjvtFK1W\na4ffY/fdd492ux0RMshwo+Wv3W7H7bffHocccsgOn3+8/4a8/fbbt1qJIH/T23g/D0fLy/YYL9dy\nN71M9DPvtv683B5jfbaRy+lpe3qXpj4Xj3b+GTNmxNy5c2PdunUxY8aMrcYYp0oGW+9973vfu60X\nzZw5M+6///7Yd999hx77yle+EjfddFP89Kc/jQcffDD++I//eOi5a665Ju6///7Yf//9t3kB453n\n61//ehx66KExd+7c7fzXIgej5e7ss8+O3/72t/HNb34zHnjggTjooIOGntue3I12nqIoYu7cufGp\nT30qvvnNb8Zxxx037K4Q8ji9jMzfggUL4ogjjohDDz00Wq1WLFq0KJ773OcOvX5Hf+7JHyON9jNw\nxYoVcf3118f//M//xFve8pbYZZddhp7bngxeeOGFccMNN8SPfvSjOOmkk2K33XaTQYYZLX8/+MEP\nYs6cOaOOQDTx336XXHJJXHvttbFy5cp461vfGk960pOGvkb+prfR8jheXrYnj+PlWu6ml4l+5t3W\nn5c7+pkkQi6nq+3pXZr6XDzW+ffdd9+47LLL4utf/3q84AUvGHauqZLBop7g8qp//ud/jsMPPzye\n8YxnbPO1d9xxR2zcuDGe//znT/rC7rvvvrj77rvj2GOPnfQ56H3dzt1Y5HF6kj9Sk0FSkj+mEp9F\n6IbtydlY/DxkR8jgxE24zIqI+MUvfhFPfepTt/m6zZs37/Cd5h5++OFhDTfTVzdzNxZ5nL7kj9Rk\nkJTkj6nEZxG6YaI5G4ufh+woGZyY7SqzAAAAACClCW0ADwAAAABTgTILAAAAgJ6hzAIAAACgZyiz\nAAAAAOgZyiwAAAAAesb/D9yzv7gZHMscAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a1bf290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clim.groupby([clim.index.month, clim.index.day]).count().plot(title='missing Feb 29th')"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"## Plot Counts when group by day of year"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10b475b90>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KpVI0NTWtc83pp58eERF77rlnLFmyZJ33Kj1eBwAAAFA02Sa0FlZtIWtTC1BbS2NjY/zy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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b480bd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clim.groupby([clim.index.dayofyear]).count().plot(title='missing day 366')"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"## plot standard deviations for day of year"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10be38450>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MGTMqNCATEhJ06aWX6t5771VZWZl27NihpUuX6oorrqh1PQAAmEKDCwCA/7HZbKfM4vr9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"text/plain": [
"<matplotlib.figure.Figure at 0x10b705250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clim.groupby([clim.index.dayofyear]).std().plot(title='happens to have similar std on day 366')"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"## plot standard deviations for grouped by month/day\n",
"\n",
"### you can see that 2/29 sticks out because of having fewer datapoints to compute a standar deviation with."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10b7fc590>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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2aY05wzqhg1fDX4pGROZDXz/JOG12ohauMet3iYyJGSSRmD8SjRkkkZi/ulVr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"text/plain": [
"<matplotlib.figure.Figure at 0x10bea0ad0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clim.groupby([clim.index.month, clim.index.day]).std().plot(title='Small Std on 2/29 because of missing data')"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"# Unstack the year columns and interpolate across missing Feburaray data"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"stacked_clim = clim.set_index([clim.index.month, clim.index.year, clim.index.day]).unstack(1)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th colspan=\"21\" halign=\"left\">extent</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>1987</th>\n",
" <th>1988</th>\n",
" <th>1989</th>\n",
" <th>1990</th>\n",
" <th>...</th>\n",
" <th>2001</th>\n",
" <th>2002</th>\n",
" <th>2003</th>\n",
" <th>2004</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">1</th>\n",
" <th>1</th>\n",
" <td>14.2560</td>\n",
" <td>14.3515</td>\n",
" <td>14.2530</td>\n",
" <td>14.0050</td>\n",
" <td>13.9170</td>\n",
" <td>14.0360</td>\n",
" <td>14.197</td>\n",
" <td>14.185429</td>\n",
" <td>14.261</td>\n",
" <td>14.319</td>\n",
" <td>...</td>\n",
" <td>13.479</td>\n",
" <td>13.590</td>\n",
" <td>13.647</td>\n",
" <td>13.502</td>\n",
" <td>13.160</td>\n",
" <td>13.160</td>\n",
" <td>13.110</td>\n",
" <td>13.206</td>\n",
" <td>13.189</td>\n",
" <td>13.205</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>14.3560</td>\n",
" <td>14.4790</td>\n",
" <td>14.2795</td>\n",
" <td>14.1030</td>\n",
" <td>14.0450</td>\n",
" <td>14.1640</td>\n",
" <td>14.305</td>\n",
" <td>14.238810</td>\n",
" <td>14.313</td>\n",
" <td>14.384</td>\n",
" <td>...</td>\n",
" <td>13.385</td>\n",
" <td>13.628</td>\n",
" <td>13.698</td>\n",
" <td>13.538</td>\n",
" <td>13.163</td>\n",
" <td>13.210</td>\n",
" <td>13.207</td>\n",
" <td>13.164</td>\n",
" <td>13.180</td>\n",
" <td>13.232</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>14.4560</td>\n",
" <td>14.5605</td>\n",
" <td>14.3060</td>\n",
" <td>14.1700</td>\n",
" <td>14.1425</td>\n",
" <td>14.2920</td>\n",
" <td>14.361</td>\n",
" <td>14.292190</td>\n",
" <td>14.402</td>\n",
" <td>14.283</td>\n",
" <td>...</td>\n",
" <td>13.418</td>\n",
" <td>13.598</td>\n",
" <td>13.876</td>\n",
" <td>13.502</td>\n",
" <td>13.293</td>\n",
" <td>13.267</td>\n",
" <td>13.182</td>\n",
" <td>13.190</td>\n",
" <td>13.267</td>\n",
" <td>13.254</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>14.4455</td>\n",
" <td>14.6420</td>\n",
" <td>14.4000</td>\n",
" <td>14.2370</td>\n",
" <td>14.2400</td>\n",
" <td>14.3905</td>\n",
" <td>14.417</td>\n",
" <td>14.345571</td>\n",
" <td>14.417</td>\n",
" <td>14.321</td>\n",
" <td>...</td>\n",
" <td>13.510</td>\n",
" <td>13.623</td>\n",
" <td>13.925</td>\n",
" <td>13.590</td>\n",
" <td>13.313</td>\n",
" <td>13.307</td>\n",
" <td>13.252</td>\n",
" <td>13.275</td>\n",
" <td>13.286</td>\n",
" <td>13.236</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>14.4350</td>\n",
" <td>14.7610</td>\n",
" <td>14.4940</td>\n",
" <td>14.2495</td>\n",
" <td>14.3230</td>\n",
" <td>14.4890</td>\n",
" <td>14.466</td>\n",
" <td>14.398952</td>\n",
" <td>14.381</td>\n",
" <td>14.303</td>\n",
" <td>...</td>\n",
" <td>13.566</td>\n",
" <td>13.683</td>\n",
" <td>14.036</td>\n",
" <td>13.617</td>\n",
" <td>13.383</td>\n",
" <td>13.314</td>\n",
" <td>13.361</td>\n",
" <td>13.303</td>\n",
" <td>13.352</td>\n",
" <td>13.337</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 30 columns</p>\n",
"</div>"
],
"text/plain": [
" extent \\\n",
" 1981 1982 1983 1984 1985 1986 1987 1988 \n",
"1 1 14.2560 14.3515 14.2530 14.0050 13.9170 14.0360 14.197 14.185429 \n",
" 2 14.3560 14.4790 14.2795 14.1030 14.0450 14.1640 14.305 14.238810 \n",
" 3 14.4560 14.5605 14.3060 14.1700 14.1425 14.2920 14.361 14.292190 \n",
" 4 14.4455 14.6420 14.4000 14.2370 14.2400 14.3905 14.417 14.345571 \n",
" 5 14.4350 14.7610 14.4940 14.2495 14.3230 14.4890 14.466 14.398952 \n",
"\n",
" ... \\\n",
" 1989 1990 ... 2001 2002 2003 2004 2005 2006 \n",
"1 1 14.261 14.319 ... 13.479 13.590 13.647 13.502 13.160 13.160 \n",
" 2 14.313 14.384 ... 13.385 13.628 13.698 13.538 13.163 13.210 \n",
" 3 14.402 14.283 ... 13.418 13.598 13.876 13.502 13.293 13.267 \n",
" 4 14.417 14.321 ... 13.510 13.623 13.925 13.590 13.313 13.307 \n",
" 5 14.381 14.303 ... 13.566 13.683 14.036 13.617 13.383 13.314 \n",
"\n",
" \n",
" 2007 2008 2009 2010 \n",
"1 1 13.110 13.206 13.189 13.205 \n",
" 2 13.207 13.164 13.180 13.232 \n",
" 3 13.182 13.190 13.267 13.254 \n",
" 4 13.252 13.275 13.286 13.236 \n",
" 5 13.361 13.303 13.352 13.337 \n",
"\n",
"[5 rows x 30 columns]"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stacked_clim.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"### Show Feb 29th data values."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"extent 1981 NaN\n",
" 1982 NaN\n",
" 1983 NaN\n",
" 1984 15.567\n",
" 1985 NaN\n",
" 1986 NaN\n",
" 1987 NaN\n",
" 1988 16.111\n",
" 1989 NaN\n",
" 1990 NaN\n",
" 1991 NaN\n",
" 1992 15.417\n",
" 1993 NaN\n",
" 1994 NaN\n",
" 1995 NaN\n",
" 1996 15.186\n",
" 1997 NaN\n",
" 1998 NaN\n",
" 1999 NaN\n",
" 2000 15.381\n",
" 2001 NaN\n",
" 2002 NaN\n",
" 2003 NaN\n",
" 2004 15.197\n",
" 2005 NaN\n",
" 2006 NaN\n",
" 2007 NaN\n",
" 2008 15.210\n",
" 2009 NaN\n",
" 2010 NaN\n",
"Name: (2, 29), dtype: float64"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stacked_clim.loc[(2,29)]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"(array([59]),)"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.isnull(stacked_clim).any(axis=1).nonzero()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"interpolated_stacked_clim = stacked_clim.interpolate()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"(array([], dtype=int64),)"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.isnull(interpolated_stacked_clim).any(axis=1).nonzero()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Original NANs for 2/29 are filled with interpolated values."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"extent 1981 15.64975\n",
" 1982 16.25675\n",
" 1983 16.16450\n",
" 1984 15.56700\n",
" 1985 15.77625\n",
" 1986 15.99225\n",
" 1987 16.11050\n",
" 1988 16.11100\n",
" 1989 15.60600\n",
" 1990 16.03250\n",
" 1991 15.50850\n",
" 1992 15.41700\n",
" 1993 15.73250\n",
" 1994 15.67700\n",
" 1995 15.35700\n",
" 1996 15.18600\n",
" 1997 15.60650\n",
" 1998 15.78550\n",
" 1999 15.33100\n",
" 2000 15.38100\n",
" 2001 15.63300\n",
" 2002 15.40950\n",
" 2003 15.53650\n",
" 2004 15.19700\n",
" 2005 14.82650\n",
" 2006 14.42800\n",
" 2007 14.67200\n",
" 2008 15.21000\n",
" 2009 15.14000\n",
" 2010 14.91750\n",
"Name: (2, 29), dtype: float64"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interpolated_stacked_clim.loc[(2,29)]"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"### average across years for mean and std."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"interped_mean = interpolated_stacked_clim.mean(axis=1)\n",
"interped_mean.name = 'extent'"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"interped_std = interpolated_stacked_clim.std(axis=1)\n",
"interped_std.name='std'"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"no_interp_std = clim.groupby([clim.index.month, clim.index.day]).std()\n",
"no_interp_std.columns = ['std']\n",
"no_interp_mean = clim.groupby([clim.index.month, clim.index.day]).mean()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10dffa110>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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ERBXDNbOoTIIg4EpKDuKvZiL1Rg5u38pHfnoeTAqKoLdUws7DFh3aeaFdcxfI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"text/plain": [
"<matplotlib.figure.Figure at 0x10e0e8190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interped_mean.name = 'extent'\n",
"means = no_interp_mean.join(interped_mean, lsuffix='none', rsuffix='interp')\n",
"means.plot(title='interped and uninterpolated extents')"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10b7d5290>"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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5Ojo6Ch5/zz33aNGiRXrttddG/p0AoyjKvun+O8ScfCpiULJ79xF/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\niKFUriBmfCEAAAAAACQQBTEghKjvquE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"text/plain": [
"<matplotlib.figure.Figure at 0x10db43190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(means['extentnone'] - means['extentinterp']).plot(title = 'uninterpolated - interped extents' )"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10b6d4d50>"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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mzCj3jUXaGEtERET0OPLz8xETE6P5drzS0lJs3LgRd+/exVNPPQXgYROstLQUM2fOxMyZ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\n8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b69qigAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10dddb290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interped_std.name = 'std'\n",
"stds = no_interp_std.join(interped_std, lsuffix='none', rsuffix='interp')\n",
"stds.plot(title='climatology standard deviations')"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10e079cd0>"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10e0890d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(stds['stdnone'] - stds['stdinterp']).plot(title='nointerp - interpolated standard deviations')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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